Stance detection in Chinese microblogs with neural networks

Nan Yu; Da Pan; Meishan Zhang; Guohong Fu

doi:10.1007/978-3-319-50496-4_83

Stance detection in Chinese microblogs with neural networks

Nan Yu
, Da Pan
, Meishan Zhang^*
, Guohong Fu

^*Corresponding author for this work

Heilongjiang University

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

20 Scopus citations

Abstract

In this paper, we presents a stance detection system for NLPCC-ICCPOL 2016 share task 4. Our Stance Detection System can determinate whether the author of Weibo text is in favor of the given target, against the given target, or neither. We exploit LSTMs model and the average F score of our system is 56.56%. In contrast to the traditional target/aspect sentiment, the given target may not be preserved in Weibo text. We model the task as a classification problem, exploiting LSTMs as the basic part of classifier.

Original language	English
Title of host publication	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Publisher	Springer Verlag
Pages	893-900
Number of pages	8
DOIs	https://doi.org/10.1007/978-3-319-50496-4_83
State	Published - 1 Dec 2016
Externally published	Yes

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10102
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Access to Document

10.1007/978-3-319-50496-4_83

Cite this

Yu, N., Pan, D., Zhang, M., & Fu, G. (2016). Stance detection in Chinese microblogs with neural networks. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (pp. 893-900). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10102). Springer Verlag. https://doi.org/10.1007/978-3-319-50496-4_83

Yu, Nan ; Pan, Da ; Zhang, Meishan et al. / Stance detection in Chinese microblogs with neural networks. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, 2016. pp. 893-900 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inbook{6a613857a76249bf9ba10a60e64c7248,

title = "Stance detection in Chinese microblogs with neural networks",

abstract = "In this paper, we presents a stance detection system for NLPCC-ICCPOL 2016 share task 4. Our Stance Detection System can determinate whether the author of Weibo text is in favor of the given target, against the given target, or neither. We exploit LSTMs model and the average F score of our system is 56.56\%. In contrast to the traditional target/aspect sentiment, the given target may not be preserved in Weibo text. We model the task as a classification problem, exploiting LSTMs as the basic part of classifier.",

author = "Nan Yu and Da Pan and Meishan Zhang and Guohong Fu",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG 2016.",

year = "2016",

month = dec,

day = "1",

doi = "10.1007/978-3-319-50496-4\_83",

language = "英语",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "893--900",

booktitle = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

address = "德国",

}

Yu, N, Pan, D, Zhang, M & Fu, G 2016, Stance detection in Chinese microblogs with neural networks. in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10102, Springer Verlag, pp. 893-900. https://doi.org/10.1007/978-3-319-50496-4_83

Stance detection in Chinese microblogs with neural networks. / Yu, Nan; Pan, Da; Zhang, Meishan et al.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, 2016. p. 893-900 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10102).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

TY - CHAP

T1 - Stance detection in Chinese microblogs with neural networks

AU - Yu, Nan

AU - Pan, Da

AU - Zhang, Meishan

AU - Fu, Guohong

PY - 2016/12/1

Y1 - 2016/12/1

N2 - In this paper, we presents a stance detection system for NLPCC-ICCPOL 2016 share task 4. Our Stance Detection System can determinate whether the author of Weibo text is in favor of the given target, against the given target, or neither. We exploit LSTMs model and the average F score of our system is 56.56%. In contrast to the traditional target/aspect sentiment, the given target may not be preserved in Weibo text. We model the task as a classification problem, exploiting LSTMs as the basic part of classifier.

AB - In this paper, we presents a stance detection system for NLPCC-ICCPOL 2016 share task 4. Our Stance Detection System can determinate whether the author of Weibo text is in favor of the given target, against the given target, or neither. We exploit LSTMs model and the average F score of our system is 56.56%. In contrast to the traditional target/aspect sentiment, the given target may not be preserved in Weibo text. We model the task as a classification problem, exploiting LSTMs as the basic part of classifier.

UR - https://www.scopus.com/pages/publications/85003828532

U2 - 10.1007/978-3-319-50496-4_83

DO - 10.1007/978-3-319-50496-4_83

M3 - 章节

AN - SCOPUS:85003828532

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 893

EP - 900

BT - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

PB - Springer Verlag

ER -

Yu N, Pan D, Zhang M, Fu G. Stance detection in Chinese microblogs with neural networks. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag. 2016. p. 893-900. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-50496-4_83

Stance detection in Chinese microblogs with neural networks

Abstract

Publication series

Access to Document

Other files and links

Fingerprint

Cite this